{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 朴素贝叶斯"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns; sns.set()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成随机数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "# make_blobs：为聚类产生数据集\n",
    "# n_samples：样本点数，n_features：数据的维度，centers:产生数据的中心点，默认值3\n",
    "# cluster_std：数据集的标准差，浮点数或者浮点数序列，默认值1.0，random_state：随机种子\n",
    "X, y = make_blobs(n_samples = 100, n_features=2, centers=2, random_state=2, cluster_std=1.5) \n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "model = GaussianNB()#朴素贝叶斯\n",
    "model.fit(X, y)# 训练模型\n",
    "rng = np.random.RandomState(0)\n",
    "X_test = [-6, -14] + [14, 18] * rng.rand(2000, 2)#生成训练集\n",
    "y_pred = model.predict(X_test)\n",
    "# 将训练集和测试集的数据用图像表示出来，颜色深直径大的为训练集，颜色浅直径小的为测试集\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='RdBu')\n",
    "lim = plt.axis()\n",
    "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_pred, s=20, cmap='RdBu', alpha=0.1)\n",
    "plt.axis(lim)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.89, 0.11],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [1.  , 0.  ],\n",
       "       [0.  , 1.  ],\n",
       "       [0.15, 0.85]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yprob = model.predict_proba(X_test)#返回的预测值为，每条数据对每个分类的概率\n",
    "yprob[-8:].round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "6daf8cb730fc11583c8eac93a775f388eba37bfa592e37705ede9a1ad454650c"
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
